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TensorFlow Serving API

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library 2.19.1 ·python
verified Jun 28, 2026

The `tensorflow-serving-api` library provides the Python client API for interacting with TensorFlow Serving, a flexible, high-performance serving system for machine learning models. Designed for production environments, TensorFlow Serving facilitates model deployment, versioning, and management, exposing both gRPC and HTTP/REST inference endpoints. The Python API primarily focuses on client-side gRPC communication. The current version is 2.19.1, and its releases typically align with the main TensorFlow project's release cadence.

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